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Fix equations displaying in benchmarks #447

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Nov 26, 2023
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2 changes: 1 addition & 1 deletion docs/src/Salustowicz.md
Original file line number Diff line number Diff line change
Expand Up @@ -5,7 +5,7 @@ The true underlying function HyGP had to approximate is the 1D Salustowicz funct

The Salustowicz benchmark function is as follows:

``f(x) = e^{(-x)} x^3 cos(x) sin(x) (cos(x) sin^2(x) - 1)``
``f(x) = e^{-x} x^3 \cos(x) \sin(x) (\cos(x) \sin^2(x) - 1)``

Let's import these two packages `Surrogates` and `Plots`:

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6 changes: 3 additions & 3 deletions docs/src/ackley.md
Original file line number Diff line number Diff line change
@@ -1,7 +1,7 @@
# Ackley Function

The Ackley function is defined as:
``f(x) = -a*exp(-b\sqrt{\frac{1}{d}\sum_{i=1}^d x_i^2}) - exp(\frac{1}{d} \sum_{i=1}^d cos(cx_i)) + a + exp(1)``
``f(x) = -a*\exp(-b\sqrt{\frac{1}{d}\sum_{i=1}^d x_i^2}) - \exp(\frac{1}{d} \sum_{i=1}^d \cos(cx_i)) + a + \exp(1)``
Usually the recommended values are: ``a = 20``, ``b = 0.2`` and ``c = 2\pi``

Let's see the 1D case.
Expand All @@ -16,15 +16,15 @@ Now, let's define the `Ackley` function:

```@example ackley
function ackley(x)
a, b, c = 20.0, -0.2, 2.0*π
a, b, c = 20.0, 0.2, 2.0*π
len_recip = inv(length(x))
sum_sqrs = zero(eltype(x))
sum_cos = sum_sqrs
for i in x
sum_cos += cos(c*i)
sum_sqrs += i^2
end
return (-a * exp(b * sqrt(len_recip*sum_sqrs)) -
return (-a * exp(-b * sqrt(len_recip*sum_sqrs)) -
exp(len_recip*sum_cos) + a + 2.71)
end
```
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2 changes: 1 addition & 1 deletion docs/src/gramacylee.md
Original file line number Diff line number Diff line change
Expand Up @@ -4,7 +4,7 @@ Gramacy & Lee Function is a continuous function. It is not convex. The function
``x \in [-0.5, 2.5]``.

The Gramacy & Lee is as follows:
``f(x) = \frac{sin(10\pi x)}{2x} + (x-1)^4``.
``f(x) = \frac{\sin(10\pi x)}{2x} + (x-1)^4``.

Let's import these two packages `Surrogates` and `Plots`:

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2 changes: 1 addition & 1 deletion docs/src/tensor_prod.md
Original file line number Diff line number Diff line change
@@ -1,6 +1,6 @@
# Tensor product function
The tensor product function is defined as:
``f(x) = \prod_{i=1}^d cos(a\pi x_i)``
``f(x) = \prod_{i=1}^d \cos(a\pi x_i)``

Let's import Surrogates and Plots:
```@example tensor
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4 changes: 2 additions & 2 deletions docs/src/water_flow.md
Original file line number Diff line number Diff line change
@@ -1,9 +1,9 @@
# Water flow function

The water flow function is defined as:
``f(r_w,r,T_u,H_u,T_l,H_l,L,K_w) = \frac{2*\pi*T_u(H_u - H_l)}{log(\frac{r}{r_w})*[1 + \frac{2LT_u}{log(\frac{r}{r_w})*r_w^2*K_w}+ \frac{T_u}{T_l} ]}``
``f(r_w,r,T_u,H_u,T_l,H_l,L,K_w) = \frac{2*\pi*T_u(H_u - H_l)}{\log(\frac{r}{r_w})*[1 + \frac{2LT_u}{\log(\frac{r}{r_w})*r_w^2*K_w}+ \frac{T_u}{T_l} ]}``

It has 8 dimension.
It has 8 dimensions.

```@example water
using Surrogates
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